{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "59ee2edb-4790-470c-985f-0e0e08ea5843",
   "metadata": {},
   "source": [
    "数据下载地址：https://www.kaggle.com/datasets/gregorut/videogamesales"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6c467768-fc7e-4159-a488-93c4f8d874a5",
   "metadata": {},
   "source": [
    "# 数据集包含了从1980年到2020年来，发行的电子游戏销售数据。\n",
    "![Jupyter Logo](数据字典.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "056e358f-4ca9-4e89-bf0d-74bf4fc4b63c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入模块\n",
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "96a38e77-7959-4a13-8c41-e352a2718a57",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 中文现实\n",
    "import matplotlib as mpl\n",
    "mpl.rcParams['font.sans-serif'] = ['KaiTi', 'SimHei', 'FangSong']  # 汉字字体,优先使用楷体，如果找不到楷体，则使用黑体\n",
    "mpl.rcParams['font.size'] = 13  # 字体大小\n",
    "mpl.rcParams['axes.unicode_minus'] = False  # 正常显示负号"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4a6073dc-982e-4039-936a-d4d21ab3ff29",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   Rank                      Name Platform    Year         Genre Publisher  \\\n",
      "0     1                Wii Sports      Wii  2006.0        Sports  Nintendo   \n",
      "1     2         Super Mario Bros.      NES  1985.0      Platform  Nintendo   \n",
      "2     3            Mario Kart Wii      Wii  2008.0        Racing  Nintendo   \n",
      "3     4         Wii Sports Resort      Wii  2009.0        Sports  Nintendo   \n",
      "4     5  Pokemon Red/Pokemon Blue       GB  1996.0  Role-Playing  Nintendo   \n",
      "\n",
      "   NA_Sales  EU_Sales  JP_Sales  Other_Sales  Global_Sales  \n",
      "0     41.49     29.02      3.77         8.46         82.74  \n",
      "1     29.08      3.58      6.81         0.77         40.24  \n",
      "2     15.85     12.88      3.79         3.31         35.82  \n",
      "3     15.75     11.01      3.28         2.96         33.00  \n",
      "4     11.27      8.89     10.22         1.00         31.37  \n"
     ]
    }
   ],
   "source": [
    "# 读取源文件\n",
    "df=pd.read_csv(r\"./vgsales.csv\")\n",
    "#这里我使用的是本地文件夹下的csv文件\n",
    "#4. 打印一下\n",
    "print(df.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e98a1f1a-eb86-41da-bad9-b97f2b3bfa36",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Rank              int64\n",
      "Name             object\n",
      "Platform         object\n",
      "Year            float64\n",
      "Genre            object\n",
      "Publisher        object\n",
      "NA_Sales        float64\n",
      "EU_Sales        float64\n",
      "JP_Sales        float64\n",
      "Other_Sales     float64\n",
      "Global_Sales    float64\n",
      "dtype: object\n"
     ]
    }
   ],
   "source": [
    "# 查看一下每个数据类型\n",
    "\n",
    "print(df.dtypes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "8a44787e-55ea-4776-b299-6a9600af0824",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 16598 entries, 0 to 16597\n",
      "Data columns (total 11 columns):\n",
      " #   Column        Non-Null Count  Dtype  \n",
      "---  ------        --------------  -----  \n",
      " 0   Rank          16598 non-null  int64  \n",
      " 1   Name          16598 non-null  object \n",
      " 2   Platform      16598 non-null  object \n",
      " 3   Year          16327 non-null  float64\n",
      " 4   Genre         16598 non-null  object \n",
      " 5   Publisher     16540 non-null  object \n",
      " 6   NA_Sales      16598 non-null  float64\n",
      " 7   EU_Sales      16598 non-null  float64\n",
      " 8   JP_Sales      16598 non-null  float64\n",
      " 9   Other_Sales   16598 non-null  float64\n",
      " 10  Global_Sales  16598 non-null  float64\n",
      "dtypes: float64(6), int64(1), object(4)\n",
      "memory usage: 1.4+ MB\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "# 获取数据集的基本信息\n",
    "print(df.info())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "485faa76-3493-4b22-b020-55756fab1391",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: missingno in d:\\miniconda3\\envs\\pytorch2\\lib\\site-packages (0.5.2)\n",
      "Requirement already satisfied: numpy in d:\\miniconda3\\envs\\pytorch2\\lib\\site-packages (from missingno) (1.24.4)\n",
      "Requirement already satisfied: matplotlib in d:\\miniconda3\\envs\\pytorch2\\lib\\site-packages (from missingno) (3.9.0)\n",
      "Requirement already satisfied: scipy in d:\\miniconda3\\envs\\pytorch2\\lib\\site-packages (from missingno) (1.13.1)\n",
      "Requirement already satisfied: seaborn in d:\\miniconda3\\envs\\pytorch2\\lib\\site-packages (from missingno) (0.13.2)\n",
      "Requirement already satisfied: contourpy>=1.0.1 in d:\\miniconda3\\envs\\pytorch2\\lib\\site-packages (from matplotlib->missingno) (1.2.1)\n",
      "Requirement already satisfied: cycler>=0.10 in d:\\miniconda3\\envs\\pytorch2\\lib\\site-packages (from matplotlib->missingno) (0.12.1)\n",
      "Requirement already satisfied: fonttools>=4.22.0 in d:\\miniconda3\\envs\\pytorch2\\lib\\site-packages (from matplotlib->missingno) (4.53.0)\n",
      "Requirement already satisfied: kiwisolver>=1.3.1 in d:\\miniconda3\\envs\\pytorch2\\lib\\site-packages (from matplotlib->missingno) (1.4.5)\n",
      "Requirement already satisfied: packaging>=20.0 in d:\\miniconda3\\envs\\pytorch2\\lib\\site-packages (from matplotlib->missingno) (23.2)\n",
      "Requirement already satisfied: pillow>=8 in d:\\miniconda3\\envs\\pytorch2\\lib\\site-packages (from matplotlib->missingno) (10.2.0)\n",
      "Requirement already satisfied: pyparsing>=2.3.1 in d:\\miniconda3\\envs\\pytorch2\\lib\\site-packages (from matplotlib->missingno) (3.1.2)\n",
      "Requirement already satisfied: python-dateutil>=2.7 in d:\\miniconda3\\envs\\pytorch2\\lib\\site-packages (from matplotlib->missingno) (2.9.0.post0)\n",
      "Requirement already satisfied: pandas>=1.2 in d:\\miniconda3\\envs\\pytorch2\\lib\\site-packages (from seaborn->missingno) (2.2.2)\n",
      "Requirement already satisfied: pytz>=2020.1 in d:\\miniconda3\\envs\\pytorch2\\lib\\site-packages (from pandas>=1.2->seaborn->missingno) (2024.1)\n",
      "Requirement already satisfied: tzdata>=2022.7 in d:\\miniconda3\\envs\\pytorch2\\lib\\site-packages (from pandas>=1.2->seaborn->missingno) (2024.1)\n",
      "Requirement already satisfied: six>=1.5 in d:\\miniconda3\\envs\\pytorch2\\lib\\site-packages (from python-dateutil>=2.7->matplotlib->missingno) (1.16.0)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "DEPRECATION: omegaconf 2.0.6 has a non-standard dependency specifier PyYAML>=5.1.*. pip 24.1 will enforce this behaviour change. A possible replacement is to upgrade to a newer version of omegaconf or contact the author to suggest that they release a version with a conforming dependency specifiers. Discussion can be found at https://github.com/pypa/pip/issues/12063\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1300x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#缺失值的图形显示（安装模块——missingno）\n",
    "!pip install missingno\n",
    "import missingno as mano\n",
    "import matplotlib.pyplot as plt\n",
    "mano.matrix(df,figsize=(13,5),labels=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "09879281-20e6-44ff-aae5-eec31cf42763",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   缺失率\n",
      "Year          1.632727\n",
      "Publisher     0.349440\n",
      "Rank          0.000000\n",
      "Name          0.000000\n",
      "Platform      0.000000\n",
      "Genre         0.000000\n",
      "NA_Sales      0.000000\n",
      "EU_Sales      0.000000\n",
      "JP_Sales      0.000000\n",
      "Other_Sales   0.000000\n",
      "Global_Sales  0.000000\n"
     ]
    }
   ],
   "source": [
    "# 缺失率的计算\n",
    "def mis_val_table(df):#自定义一个函数\n",
    "    #缺失值的个数\n",
    "    mis_val=df.isnull().sum()#sum求出缺失值个数\n",
    "    mis_val_per=100*mis_val/len(df)#比上数据长度得到缺失率\n",
    "    mis_val_table=mis_val_per.to_frame()#转换为DataFrame数据\n",
    "    mis_val_table.columns=['缺失率']#让列名等于‘缺失率’\n",
    "    mis_val_table=mis_val_table.sort_values(by='缺失率',ascending=False)#通过sort_values函数将值从大到小排序\n",
    "    print(mis_val_table)#最后按倒序打印出缺失率\n",
    "mis_val_table(df)\n",
    "#通过结果可以看出缺失率非常小，删除不影响处理结果\n",
    "# 说明year缺失最多"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "7470a87b-61f7-4057-b658-3e667e04f1a8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 16291 entries, 0 to 16597\n",
      "Data columns (total 11 columns):\n",
      " #   Column        Non-Null Count  Dtype  \n",
      "---  ------        --------------  -----  \n",
      " 0   Rank          16291 non-null  int64  \n",
      " 1   Name          16291 non-null  object \n",
      " 2   Platform      16291 non-null  object \n",
      " 3   Year          16291 non-null  float64\n",
      " 4   Genre         16291 non-null  object \n",
      " 5   Publisher     16291 non-null  object \n",
      " 6   NA_Sales      16291 non-null  float64\n",
      " 7   EU_Sales      16291 non-null  float64\n",
      " 8   JP_Sales      16291 non-null  float64\n",
      " 9   Other_Sales   16291 non-null  float64\n",
      " 10  Global_Sales  16291 non-null  float64\n",
      "dtypes: float64(6), int64(1), object(4)\n",
      "memory usage: 1.5+ MB\n"
     ]
    }
   ],
   "source": [
    "# 删除缺失值\n",
    "df.dropna(inplace=True)\n",
    "df.info()\n",
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "3da90fb9-0d0a-45f3-8038-2b74de93f1e5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 数据由16598变为16291"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "5555917b-57b5-476c-b210-65c4a10d1d1f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 16291 entries, 0 to 16597\n",
      "Data columns (total 11 columns):\n",
      " #   Column        Non-Null Count  Dtype  \n",
      "---  ------        --------------  -----  \n",
      " 0   Rank          16291 non-null  int64  \n",
      " 1   Name          16291 non-null  object \n",
      " 2   Platform      16291 non-null  object \n",
      " 3   Year          16291 non-null  int32  \n",
      " 4   Genre         16291 non-null  object \n",
      " 5   Publisher     16291 non-null  object \n",
      " 6   NA_Sales      16291 non-null  float64\n",
      " 7   EU_Sales      16291 non-null  float64\n",
      " 8   JP_Sales      16291 non-null  float64\n",
      " 9   Other_Sales   16291 non-null  float64\n",
      " 10  Global_Sales  16291 non-null  float64\n",
      "dtypes: float64(5), int32(1), int64(1), object(4)\n",
      "memory usage: 1.4+ MB\n"
     ]
    }
   ],
   "source": [
    "# 把年份转化\n",
    "df['Year']=df['Year'].astype(int)#将年份转换为整形\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "263749f8-893b-4da7-83a1-91dc75371aba",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Empty DataFrame\n",
      "Columns: [Rank, Name, Platform, Year, Genre, Publisher, NA_Sales, EU_Sales, JP_Sales, Other_Sales, Global_Sales]\n",
      "Index: []\n"
     ]
    }
   ],
   "source": [
    "# 异常数据处理\n",
    "print(df[df['Year']>2021])#通过数据过滤\n",
    "#输出结果为空，没有异常数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "ceaa8c9c-4139-4e6a-ae38-43f369aab979",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 保存清洗后的数据\n",
    " \n",
    "df.to_csv('games.csv',index=0)#index=0删去第一行unname数据，避免对后面操作造成麻烦\n",
    "#到这里，‘数据清洗’操作全部完成"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "7ba10dde-4284-41f2-89e4-1360fd22d94a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#聚类分析\n",
    "from sklearn.cluster import KMeans  \n",
    "import matplotlib.pyplot as plt  \n",
    "X = df[['Year', 'Global_Sales']]  # 假设'Year'是年份，'Global_Sales'是总销售额  \n",
    "  \n",
    "# 应用K-means聚类算法  \n",
    "kmeans = KMeans(n_clusters=3, random_state=0).fit(X)  \n",
    "  \n",
    "# 将聚类标签添加到数据框中  \n",
    "df['Cluster'] = kmeans.labels_  \n",
    "  \n",
    "# 可视化聚类结果  \n",
    "plt.scatter(df['Year'], df['Global_Sales'], c=df['Cluster'], cmap='viridis')  \n",
    "plt.xlabel('Year')  \n",
    "plt.ylabel('Global_Sales')  \n",
    "plt.title('Cluster of Video Games based on Year')  \n",
    "plt.show()  "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4c5b766e-4d11-4d20-9877-841042e2f002",
   "metadata": {},
   "source": [
    "# 开始数据分析"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "71513c88-808c-462e-a488-fe69bc848824",
   "metadata": {},
   "source": [
    "# 1.出每个平台总的销售业绩，并绘制出线性图，并做简单的数据分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "76b15cd3-1f03-41c3-9a55-2be5464f0855",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Platform\n",
      "2600      86.57\n",
      "3DO        0.10\n",
      "3DS      246.27\n",
      "DC        15.97\n",
      "DS       818.91\n",
      "GB       254.42\n",
      "GBA      305.62\n",
      "GC       197.14\n",
      "GEN       28.36\n",
      "GG         0.04\n",
      "N64      218.21\n",
      "NES      251.07\n",
      "NG         1.44\n",
      "PC       254.70\n",
      "PCFX       0.03\n",
      "PS       727.39\n",
      "PS2     1233.46\n",
      "PS3      949.35\n",
      "PS4      278.10\n",
      "PSP      291.71\n",
      "PSV       61.60\n",
      "SAT       33.59\n",
      "SCD        1.87\n",
      "SNES     200.05\n",
      "TG16       0.16\n",
      "WS         1.42\n",
      "Wii      909.81\n",
      "WiiU      81.86\n",
      "X360     969.60\n",
      "XB       252.09\n",
      "XOne     141.06\n",
      "Name: Global_Sales, dtype: float64\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='游戏平台', ylabel='总销售额'>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "df1=df.groupby('Platform')['Global_Sales'].sum()#对Platform分组，找到全球销售额，求和\n",
    "print(df1)\n",
    "df1.plot(xlabel='游戏平台',ylabel='总销售额')#画图\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9366e25d-8796-4e85-9768-f6f3c2be7a3d",
   "metadata": {},
   "source": [
    "# 分析结论：说明PS 平台最受欢迎  我就是ps5玩家（索尼大法好）\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2d7f6a62-a61f-4812-8224-28a0a1a209e9",
   "metadata": {},
   "source": [
    "# 2、 求出每个平台总的销售业绩,排出前5名，画柱形图\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "2ff5bf90-0b3e-4131-aaed-e530145431ba",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Platform\n",
      "PS2     1233.46\n",
      "X360     969.60\n",
      "PS3      949.35\n",
      "Wii      909.81\n",
      "DS       818.91\n",
      "Name: Global_Sales, dtype: float64\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='游戏平台', ylabel='总销售额'>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "df2=df.groupby('Platform')['Global_Sales'].sum().sort_values(ascending=False).head(5)#对Platform分组，找到全球销售额，求和，排序，拿到前五\n",
    "print(df2)\n",
    "df2.plot.bar(xlabel='游戏平台', ylabel='总销售额')#画图"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ae3ee470-5ca4-4937-87c0-1fd6551aaadc",
   "metadata": {},
   "source": [
    "# 3、求出每个平台在北美的平均销售业绩，线形图\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "767bb8b3-d5bb-4964-85c6-bb7a8e93a46a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Platform\n",
      "2600    0.696379\n",
      "3DO     0.000000\n",
      "3DS     0.156373\n",
      "DC      0.104423\n",
      "DS      0.182323\n",
      "GB      1.171546\n",
      "GBA     0.227010\n",
      "GC      0.243432\n",
      "GEN     0.713704\n",
      "GG      0.000000\n",
      "N64     0.439589\n",
      "NES     1.285102\n",
      "NG      0.000000\n",
      "PC      0.098124\n",
      "PCFX    0.000000\n",
      "PS      0.281505\n",
      "PS2     0.269356\n",
      "PS3     0.298236\n",
      "PS4     0.288095\n",
      "PSP     0.089465\n",
      "PSV     0.039195\n",
      "SAT     0.004162\n",
      "SCD     0.166667\n",
      "SNES    0.256192\n",
      "TG16    0.000000\n",
      "WS      0.000000\n",
      "Wii     0.385558\n",
      "WiiU    0.267972\n",
      "X360    0.481629\n",
      "XB      0.226725\n",
      "XOne    0.390563\n",
      "Name: NA_Sales, dtype: float64\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='游戏平台', ylabel='平均销售业绩'>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 3、求出每个平台在北美的平均销售业绩，线形图\n",
    "df3=df.groupby('Platform')['NA_Sales'].mean()#对Platform分组，找到北美销售额，求平均\n",
    "print(df3)\n",
    "df3.plot(xlabel='游戏平台',ylabel='平均销售业绩')#画图"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9f218101-85e0-460a-ab6e-145da0fb548d",
   "metadata": {},
   "source": [
    "# 4.求出年销售额前5的年份和销售额,并画出柱状图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "8b2fbea4-9eee-45ad-bb50-02b813d96a43",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Year\n",
      "2008    678.90\n",
      "2009    667.30\n",
      "2007    609.92\n",
      "2010    600.29\n",
      "2006    521.04\n",
      "Name: Global_Sales, dtype: float64\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='年份', ylabel='年销售额'>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "df4=df.groupby('Year')['Global_Sales'].sum().sort_values(ascending=False).head(5)#对Year分组，找到全球销售额，求和，排序，拿到前五\n",
    "print(df4)\n",
    "df4.plot.bar(xlabel='年份', ylabel='年销售额')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c80c1caf-af80-442f-8578-37f774d7c371",
   "metadata": {},
   "source": [
    "# 5。求出类别为Sports的游戏在北美、欧洲、日本和其他地区的销售总额\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "36c93c69-10a8-42b2-bd75-b2e05ebc9fa9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='地区', ylabel='销售总额'>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 5、求出类别为Sports的游戏在北美、欧洲、日本和其他地区的销售总额\n",
    "df5=df[df['Genre']=='Sports'][['NA_Sales','EU_Sales','JP_Sales','Other_Sales']].sum()#过滤出Sports类型数据，分别找出北美、欧洲、日本、其他\n",
    "                                                                                    #地区求和\n",
    "df5.plot.bar(xlabel='地区',ylabel='销售总额')#画图"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "061a57a4-7554-4c05-b278-221f013e770a",
   "metadata": {},
   "source": [
    "# 6 统计每个平台开发不同游戏类型的个数\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "25aadcc8-ee3e-4462-a993-2ea1b5289602",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Platform,Genre'>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "df6=df.groupby([\"Platform\",'Genre']).count()['Year']#对Platform，Genre进行分组，用count统计游戏类型个数，通过['Year']找到对应的值\n",
    "df6.plot()#画图"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e2093858-c3d2-4225-a4e0-75cce1ea63d6",
   "metadata": {},
   "source": [
    "# 7 求出年份在1998和2008年之间的每个发行商的销售业绩。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "7a0fa813-f227-497d-b5d3-aa059936cb30",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='发行商', ylabel='销售业绩'>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    " \n",
    "df7=df[(df['Year']<=2008)&(df['Year']>=1998)].groupby('Publisher')['Global_Sales'].sum()#过滤出年份在1998-2008的数据，对Publisher分组，找到\n",
    "                                                                                        #全球销售额，求和\n",
    "df7.plot(xlabel='发行商', ylabel='销售业绩')#画图"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8001b934-53eb-40d8-a7f2-83f8d63d8503",
   "metadata": {},
   "source": [
    "# 8、发行商的销售业绩排行榜（前20名），画线性图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "c9db557e-f88b-4a4c-9ab9-98f05add9b02",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='发行商', ylabel='销售业绩'>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "df8=df.groupby('Publisher')['Global_Sales'].sum().sort_values(ascending=False).head(20)#对Publisher分组，找到全球销售额，求和，排序，拿出前20\n",
    "df8.plot(xlabel='发行商', ylabel='销售业绩')#画图"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cdeebb8c-b6d3-4c18-9df2-1301f580b9a8",
   "metadata": {},
   "source": [
    "# 9、哪种类型的游戏最受欢迎？\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "53e55abf-5b28-4a9b-af94-0ec38a6712d3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='游戏类型', ylabel='销售额'>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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XFJDKOR83Z/7TpjYAs9Zq4EgREZHiUECqAB7oWBcnBxMbDyexIzbZ2uWIiIjYPAWkCiDQ143e4YEAfPTbIStXIyIiYvsUkCqIBzvlXvK/fEc8MafPWbkaERER26aAVEE0CfSmU/2q5Bjw6foj1i5HRETEpikgVSCjOtcDYN6WGM6kX7ByNSIiIrZLAakC6RBahSY1vDmfmc1Xfxy1djkiIiI2SwGpAjGZTJab2H6xMZqMzGwrVyQiImKbFJAqmJ7Na1DT143EtAt8vy3O2uWIiIjYJAWkCsbZ0YEHOubefuSTdYfJydHtR0RERC6ngFQBDbohCG9XJw4nprN6z0lrlyMiImJzFJAqIA8XJ+5rWweAWb/p9iMiIiKXU0CqoIa2D6aSowN/Hj3Dn0dPW7scERERm6KAVEEFeLtyV8uaAHykm9iKiIjko4BUgT3YOfdk7dV7TnIoIc3K1YiIiNgOBaQKLDTAi1saB2AYuVe0iYiISC4FpApu5MXbjyzcFkdCqtnK1YiIiNgGBaQK7obgyrQI8uVCVg5f/B5t7XJERERsgs0FpISEBIKCgoiMjLxqu2eeeYbg4OAC0yMjI4mIiMDd3Z3OnTtz6NChAm2ioqLo2rUrHh4etGzZkq1bt5ZS9fbHZDIxqnPu7Ufm/HGUdHOWlSsSERGxPpsKSOfPn2fAgAHExsZetd2OHTuYOXNmgelbtmyhe/fumM1mXn75ZUwmEz179sRs/qfrKDo6mm7dunHkyBFeeOEFgoOD6d69O4mJiaW+PvbitqbVCa7iTvL5TL7bGmPtckRERKzOZgJSYmIiN998M/v3779qu5ycHB588EGysgoe6Xjqqafw9fVl7dq1jB8/nuXLl5OSksKsWbMsbaZOncq5c+f49ddfeeKJJ1iwYAFBQUFMnz691NfJXjg6mBjeKfco0qfrj5CVnWPlikRERKzLZgLS3LlzcXJyYsmSJVdt995777F9+3buvffefNPPnDnDunXrGDZsGH5+fgB4eHgwaNAgFi9eDIBhGCxdupQ777yTevVyT052dHRk6NChljYVVf/WtfDzqETsmfMs33nC2uWIiIhYlc0EpD59+rBmzRqqVKlyxTYxMTFMmTKFadOmERoamm/enj17yMnJoWPHjvmmh4WFERUVBUB8fDynT58utM2hQ4dIT08v9H3NZjMpKSn5HuWNq7Mjg9vl3X7kEIahm9iKiEjFZTMBqW7dujg6Ol61zUMPPUTDhg15/PHHC8w7e/YsQIETt/39/UlMTCQjI+OqbSA3gBVm+vTp+Pj4WB5BQUFFr5AdGtwuGFdnB3bGpbDxUJK1yxEREbEamwlIRfnuu+/46aef+PTTTwsNUnlHPNzd3fNNd3V1BSA1NbVYbQozadIkkpOTLY8rBSl75+dRiQERueHvI93EVkREKjC7CEhnz57l0UcfZeLEiYSFhRXaJi/kXN41lPfcbDYXq01hXFxc8Pb2zvcor0Z0DMHBBGv3J7D3RPnrShQRESkOuwhIEyZMwNXVldGjR5OYmEhiYiLnzp0jJyeHxMRE0tLSqF69OlCwmyzv8n0vL69itanoaldxp0ezGgDM0lEkERGpoOwiIK1atYro6Ghq1aqFv78//v7+zJw5k5iYGPz9/XnkkUcIDQ3Fzc2NjRs35nvttm3bcHNzw8fHBw8PD0JCQgptA1gCVEU38uLAkUv+Pk588nkrVyMiInL92UVAmjt3LqtXr873uP/++6lWrRqrV69mwoQJuLi4cNtttzF79mwyMjIAyMzMZN68eXTp0sWyrN69ezN//vx8A0POmTOHRo0aUa1ateu+brYoPMiXG+v6kZVjMHtDtLXLERERue7sIiB16NCBW265Jd8jJCQEV1dXbrnlFpo0aQLkdsUdPHiQgQMHsnLlSvr160dMTAxjxoyxLGvcuHGYzWb69u3LihUrGDFiBJs2bcrXRmBUl9yjSF9vOkZKRqaVqxEREbm+7CIgFVf79u354osv+OWXX+jRowfLli3jueeeo0+fPpY2ISEhfP/99xw4cICePXvy6aefMnz4cB555BErVm57ujYIoH6AJ2nmLL7ZdMza5YiIiFxXJqMcjgiYlJTE5s2bqV+/foEBJfOkpaWxYcMGAgMDad68eYmWn5KSgo+PD8nJyeX6irbvtsYwYcF2qnu78tuEm6jkVK7ytIiIVDAl2X+Xy4BU1ipKQDJnZdPp1TWcSjXzWv9w7mldy9oliYiIXLOS7L91SECuyMXJkWEd6gLw8W+HdfsRERGpMBSQ5KruvbE2HpUc2Xcylcj9CdYuR0RE5LpQQJKr8nFz5j9tagMwa60GjhQRkYpBAUmK9EDHujg5mNh4OIkdscnWLkdERKTMKSBJkQJ93egdHgjAR78dsnI1IiIiZU8BSYrlwU65A0cu3xFPzOlzVq5GRESkbCkgSbE0CfSmU/2q5Bjw6foj1i5HRESkTCkgSbGN6lwPgHlbYjiTfsHK1YiIiJQdBSQptg6hVWhSw5vzmdl89cdRa5cjIiJSZhSQpNhMJpPlJraf/x5N8nndxFZERMonBSQpkZ7NaxBS1YOk9Av834+7rV2OiIhImVBAkhJxdnRgxj1hmEyw4M9Yft170toliYiIlDoFJCmxiGA/hl+8R9uk73eQfE5dbSIiUr4oIMk1efL2hoRU9eBkipkX1NUmIiLljAKSXBNXZ0dm9s/talu4TV1tIiJSviggyTVrXcePER1zu9qeXqiuNhERKT8UkORfeeK2hoT4e3Aq1cy0H3dZuxwREZFSoYAk/4qrsyMz7wnHwQTfb4vj593qahMREfungCT/Wus6lRlx8Wa2k39QV5uIiNg/BSQpFY/f2uCfrral6moTERH7poAkpcLV2ZHX+l/savtLXW0iImLfFJCk1LSqXZkHL3a1TfphB2fPXbByRSIiItdGAUlK1WO3NqCevwcJqWamLdUAkiIiYp8UkKRUXdrV9sNfcaxWV5uIiNghBSQpdS1rV+bBzv9c1aauNhERsTcKSFImHrulAaEBniSkmpm6RFe1iYiIfVFAkjJxaVfbor+Ps2rXCWuXJCIiUmwKSFJmWgT5MrJzPQAm/7CTM+nqahMREfuggCRlavwt9akf4ElimpmpGkBSRETshM0FpISEBIKCgoiMjMw3/fz584wfP55q1arh7OxMaGgo33//fYHXL1iwgCZNmuDu7k6fPn1ISEgo0CYyMpKIiAjc3d3p3Lkzhw4dKqvVqfBcnR2ZebGrbfHfx/lJXW0iImIHbCognT9/ngEDBhAbG1tg3qhRo/jf//7HoEGDeP/99/H09KR///5s2rTJ0mbx4sUMGDCAKlWqMH36dI4dO8aAAQPyLWfLli10794ds9nMyy+/jMlkomfPnpjN5jJfv4qqRZAvo7rkdrU9o642ERGxAybDMAxrFwGQmJhInz59OHr0KMePH2fNmjV07doVgO3btxMeHs6iRYvo27cvAKdOnaJWrVo88MADfPjhh+Tk5BAaGoqnpyebN2/G1dWV48ePExISwvz58+nduzcAXbt2Ze/evezevRs/Pz/S09MJDQ1l8uTJjB07tli1pqSk4OPjQ3JyMt7e3mWyPcobc1Y2vd5Zz4FTafQJD+Sd/7S0dkkiIlLBlGT/bTNHkObOnYuTkxNLliwpMM9kMvHmm29awhFAQEAAAQEBli60HTt2cOTIER5++GFcXV0BCAwMpEePHixevBiAM2fOsG7dOoYNG4afnx8AHh4eDBo0yNJGyoaLU+5VbY4OJpZEHWflTnW1iYiI7bKZgNSnTx/WrFlDlSpVCsxr3rw548ePzzftxIkTHD9+nKZNmwKwa1fuCcAdO3bM1y4sLIyoqCgA9uzZQ05OzlXbFMZsNpOSkpLvISUXHuTLqIsDSE5ZtIPT6moTEREbZTMBqW7dujg6Oha7/ZtvvomDgwP//e9/ATh79iwAwcHB+dr5+/sTExNTZJvExEQyMjIKfa/p06fj4+NjeQQFBRW7Tsnv0Vvq06CaJ4lpF3heA0iKiIiNspmAVBL79u3j3XffZfDgwTRs2BCAvFOp3Nzc8rV1dXUlNTU1Xxt3d/cCbQBLu8tNmjSJ5ORkyyMvcEnJXdrVtjTqOCt3xlu7JBERkQLsLiBlZ2czdOhQKleuzGuvvWaZ7urqislkIicnJ197wzAsV6jlBaHLz0vPe36lK9lcXFzw9vbO95BrF1bLl9Fd8rradqqrTUREbI7dBaRnn32WzZs3M2fOHMuJ1gDVq1fHMAzi4uLytU9MTMTLy8vSBihwBCgxMRHA0k7K3rib69OwmheJaRd4bvFOa5cjIiKSj10FpB9++IFXXnmFqVOn0q1bt3zzmjdvDsDGjRvzTd+2bZslGIWGhuLm5lZoGzc3N3x8fMqwernUpV1tP26PZ8UOdbWJiIjtsJuA9Mcff3DffffRq1cvpkyZUmB+7dq1CQ8P56OPPrJ0mSUlJbFixQrLeEouLi7cdtttzJ4923JCdmZmJvPmzaNLly7XbV0kV/NaPoy5OIDklEU7SUrTYJ0iImIb7CIgXbhwgUGDBpGVlcXtt9/O3Llz+eqrr/jqq69YtGiRpd2kSZOIjIxk5MiRrFy5kt69e5ORkcGDDz5oaTNhwgQOHjzIwIEDWblyJf369SMmJoYxY8ZYYc1k7M2hNKzmRVL6BZ7TVW0iImIjbGYk7TzR0dHUrVs330ja27Zto3Xr1oW2r1OnDtHR0ZbnM2bM4JlnniErKwsXFxfeeecdRo4cme81X331FaNHjyY9PR0HBwemTJnCtGnTil2jRtIuXTtik7nzgw1k5xh88N9W9Gxew9oliYhIOVSS/bfNBaTSEBcXR1RUFOHh4dSsWbPQNklJSWzevJn69esTGhpaouUrIJW+11ft491fD1LFoxKrHutMFU8Xa5ckIiLlTIUPSGVNAan0XcjKoc9769l7IpU7mtfg/f+2snZJIiJSztjlvdikYqvk5GC5qm3ZjniWbddVbSIiYj0KSGIzmtX04eGuuVe1Pbt4J4m6qk1ERKxEAUlsyiPd6tOouhen0zWApIiIWI8CktiUvK42JwcTy3ec4Mftx61dkoiIVEAKSGJzmtX04aGbcq8sfG7xLnW1iYjIdaeAJDbpkZtCaVzDm9PpF3h20c4CNxgWEREpSwpIYpNyu9rCcHIwsWLnCX7UVW0iInIdKSCJzWoa6MPDlq62nSSkqqtNRESuDwUksWkPX+xqO3MuU11tIiJy3SggiU27tKtt5a4TLFVXm4iIXAcKSGLzmgb68Ei33K6259XVJiIi14ECktiFh28KpcnFrrYpi3aoq01ERMqUApLYBWfHfwaQ/GnXSZZEaQBJEREpOwpIYjeaBHoztlt9AJ5fsotTqRlWrkhERMorBSSxKw/dVI+mgd6cPZfJlB90VZuIiJQNBSSxK3ldbc6OJlbtVlebiIiUDQUksTuNa6irTUREypYCktilMV3r0axmblfbM+pqExGRUqaAJHbp0q621btPsvhvdbWJiEjpUUASu9WoujfjLu1qS1FXm4iIlA4FJLFroy92tSWfz2SyutpERKSUKCCJXbu0q+3nPSdZ9HectUsSEZFyoMQBqX///pb/z8zM5Pvvv+fYsWPExcURGxvLiRMnyMnJASAnJ4d3332XmTNnll7FIpdpVN2bR2/O7WqbumS3utpERORfcyrpC9avX09WVhZOTk7MmzePRx55hMaNG+Pi4kJWVhaJiYlUrlyZuXPn8vLLL7Nq1SqWLFlSFrWLWIzuUo+fdp1kR1wyk3/YwceDIzCZTNYuS0RE7FSJA1KnTp04cOAAjRs3Jjk5mc8++4y77767QLvY2Fg2btzIhg0bCAoKKpViRa7E6WJXW+931/PznlP88Fccd7eqZe2yRETETpW4i+2WW27h448/5vvvv6d///7Ex8cTHx9P586defDBB3n33XfZuXMnp0+fJjIyUuFIrpuG1b149Ja8rrZdnFRXm4iIXCOTUcLLfrZu3crIkSPp2LEjWVlZZGZmMmHCBOLj4zGbzURFRbFhwwZSU1N5//33adiwYVnVbjUpKSn4+PiQnJyMt7e3tcuRS2Rl53D3/35ne2wy7etV4a2BLQjwdrV2WSIiYgNKsv8ucUA6f/48X375JaNGjQLgxRdfxNXVldTUVNLS0nB0dCQ0NJQbbriBZ599lhdffJEWLVpc88rYIgUk27b/ZCq93lnPhewc3JwdGdGpLiM7h+Dl6mzt0kRExIpKsv8ucRebm5sbbdu25cUXXwSgSZMmREREMHjwYEaNGkX37t1xdXWladOmLFy4kM8//5yMjOJ3dSQkJBAUFERkZGSBeQsWLKBJkya4u7vTp08fEhISCrSJjIwkIiICd3d3OnfuzKFDhwq0iYqKomvXrnh4eNCyZUu2bt1a/A0gNq9BNS++HdWWlrV9OZ+Zzbu/HqTLzEg+33CEC1k51i5PRETsQImPIAHceOON7Nu3j7Vr1xIeHm6ZfvbsWc6cOUOtWrVwds7913p6ejpr166lZ8+eRS73/Pnz9OzZk8jISNasWUPXrl0t8xYvXsxdd91Fhw4duOeee5g9ezaVK1dmzZo1ljZbtmyhU6dO1K9fn+HDh/PDDz9w4sQJtm/fjouLCwDR0dG0bt0aT09Pxo0bx/r161m3bh179+6latWqxVp/HUGyD4Zh8NOuE8xYuY/DiekA1PZz58nbG9KreQ0cHHSVm4hIRVKi/bdxDbp3727Ex8cbhw8fNnbu3Gk88MADRlZWlnH77bcbW7ZsMRo2bGi8++67xu7duw3DMIzMzMwil5mQkGC0a9fOCAwMNABjzZo1lnnZ2dlG3bp1jebNmxvnz583DMMw4uLiDBcXF2PJkiWWdl26dDGqVatmJCUlGYZhGGlpaUb16tWNd955x9JmyJAhhqurq3Hw4EHDMAwjKyvLaNGihfH4448Xe/2Tk5MNwEhOTi72a8R6LmRlG3M2Rhut/2+1UWfij0adiT8avd5ZZ6w/kGDt0kRE5Doqyf67RF1sFy5cYOLEidxxxx1s27aNunXrsnHjRqKjo2nTpg2urq54e3vj5uZGRkYG48aNA8DJqejRBObOnYuTk1OhYybt2LGDI0eO8PDDD+PqmnvCbWBgID169GDx4sUAnDlzhnXr1jFs2DD8/PwA8PDwYNCgQZY2hmGwdOlS7rzzTurVqweAo6MjQ4cOtbSR8sfZ0YH72tZh7VNdefzWBnhUcmRHXDL//WQTgz/bzK7jydYuUUREbEyJAtLq1as5duwY/fv359dff+XXX3/lxRdf5I033mDIkCFER0dTrVo1evbsyZNPPkmrVq2Kvew+ffqwZs0aqlSpUmDerl27AOjYsWO+6WFhYURFRQGwZ88ecnJyrtomPj6e06dPF9rm0KFDpKenF1qb2WwmJSUl30Psj4eLE+Nurs/aCTcxtH0wzo4mftufQK931/PYvL+JOX3O2iWKiIiNKFFAuuGGG/j666+pVq0ae/fupVmzZrzyyis8//zzmM1mpk2bxn/+8x8CAgKYNWsWJ06cKPYo2nXr1sXR0bHQeWfPngUgODg433R/f39iYmKKbJOYmEhGRsZV2wCWZV1u+vTp+Pj4WB4a28m+VfV0YWqfpvz8eBd6hdXAMOCHv+K4+fW1vPjjbs6kX7B2iSIiYmUlCkgBAQGYTCa2bt3Kzp07+eGHH+jbty+ff/45sbGx9O3bl7Fjx7Js2TJMJhP3338/N9xww78u0rh4Hrmbm1u+6XnDC1zaxt3dvUAbgNTU1GK1KcykSZNITk62PK4UpMS+1KniwXv3tmLJIx1oX68KF7Jz+GT9ETrPXMMHkQc5fyHb2iWKiIiVlPgyf4CIiAhLd9uPP/6Ir68vr732GgA9evSgTZs29O/fn1tuuYUaNWr86yJdXV0xmUyWm+DmMQwDs9lsaZM37fI2kNtNVpw2hXFxccHb2zvfQ8qPsFq+zB1xI1880IbGNbxJzchixsp93PRaJPO2HCMrW0MDiIhUNNcUkADq16/PSy+9RP/+/QEsl/UDTJw4kQ0bNvz76i6qXr06hmEQFxeXb3piYiJeXl6WNlCwmywxMREALy+vYrWRislkMtGlgT/LxnbkzYHh1PR140RKBhMX7qDH2+tYvftkgWAtIiLl1zUHpKvx8vLi5ptvLrXlNW/eHICNGzfmm75t2zZL6AkNDcXNza3QNm5ubvj4+ODh4UFISEihbeCfkCUVl4ODibta1uKXJ7ow5Y7G+Lo7c+BUGg9+uZUBH23kz6NnrF2iiIhcB2USkOCfLq/SULt2bcLDw/noo48s/4pPSkpixYoVlsEkXVxcuO2225g9e7Zl5O7MzEzmzZtHly5dLMvq3bs38+fPtxw1ApgzZw6NGjWiWrVqpVaz2DdXZ0dGdAph7VM3MaZrPVycHNgSfYZ+//udUXO2cighzdoliohIGSqzgFTaJk2aRGRkJCNHjmTlypX07t2bjIwMHnzwQUubCRMmcPDgQQYOHMjKlSvp168fMTExjBkzxtJm3LhxmM1m+vbty4oVKxgxYgSbNm3K10Ykj4+bMxO7NyLyqa4MjAjCwQQ/7TrJbW/+xqTvd3Aqpfi30REREftxTbcauZLY2Fg8PDyoXLnyNS8jOjqaunXrFrjVCMCMGTN45plnyMrKwsXFhXfeeYeRI0fma/PVV18xevRo0tPTcXBwYMqUKUybNi1fm1WrVnHfffdZ7uU2fPhwZs2ahYND8fKibjVSce0/mcqMlfv4ec9JANycHRnesS6juuhmuCIitq4k++9SDUj9+/dn4sSJRERElNYiC4iLiyMqKorw8HBq1qxZaJukpCQ2b95M/fr1CQ0NLbRNWloaGzZsIDAw0HKOU3EpIMnmI6d5ZcUeth07C4CfRyXGdgvlvzfWoZKT3RyYFRGpUEqy/y7xL/nKlSv55ZdfAFi+fDkA3377LQDJycmWm8LOmDGDLVu2lHTxRapZsyY9e/a8YjgCqFKlCj169LhiOALw9PTk9ttvL3E4EgFoU9ePhWPa8+F9rQnx9+B0+gWmLd3NzW9EsvjvOHJydMWbiIg9K3FAOnr0KJs2bSIxMZHJkycD8OyzzwK5o2GbzWb++usvJk2aRNeuXXnkkUcsQwGIlCcmk4nuzaqzanxnXrqrGf5eLsScPs+j3/5Nn/fXs/5AYtELERERm1SigLRjxw5q1qzJX3/9RdWqVS237qhZsybJycnUrVuX5ORk0tLSaNeuHfPmzQNg7dq1pV64iK1wcnTgvzfm3gz3iVsb4OnixM64FO77dBP3f7qJnXG6Ga6IiL0pdkDat28frVu3JiEhgcjISPz8/Dh58iQ33HADe/bsoU+fPsybN4/ExERuvPFGGjRoQK9evXjyySfJzMwsy3UQsQnulZwYe3N91j7V1XIz3HUHEun17nrGf/uXboYrImJHnIrb8I8//uB///sfw4YN4/XXX2f69OnMmzePjh07EhcXh4uLCz4+Ppw8eZJKlSpZRtYOCgqyjEskUhFUuXgz3Ac61OW1VftYEnWcRX8fZ/mOE9zXtg6PdAvFz6OStcsUEZGrKPYRpCFDhjB8+HAAGjRoQKNGjejatStVq1alS5cuuLu707NnT8vtQPIujnN0dCQgIID09PQyKF/EdtWu4s47/2nJ0kc60iE092a4n204QpcZa3h/jW6GKyJiy0p0DtLx48cBqFatGk5OToSEhBAWFoaPjw+1a9emSpUqloBkMpksrwsMDCQ5WedhSMXUvJYPXw2/kS8faEOTGt6kmrOY+dM+ur62hq83HSNTN8MVEbE5xe5iO3DgAGFhYdx///0MHz6cunXr4u/vT1ZWFg0aNOCGG24gIyMDNzc3ABwcHGjXrh1paWmkpKSwcuVKHnjggTJbERFbZjKZ6NzAn46hVVkSdZzXVu0j9sx5Jv+wgw8iD/LITaH0a10LZ0eNoSQiYguKPVDkkSNH+O2331i9ejUbNmxgwIABfPzxx1SuXBl3d3cyMzM5e/Yszs7OvP/++0RFRREUFES3bt2oXbt2Wa/HdaWBIuXfMmdlM/ePY3wQeYjENDMAtSq7MbZbKHe3UlASESkLZT6S9v79+xkzZgwdO3bMdxuP9PR0EhISCA4OLnHR9kQBSUrL+QvZzN10lA/XHlZQEhEpY9ftViMvv/wyZrO5wL3OyjsFJClthQWlID83xt5Un7ta1VRQEhEpBdf1Xmxff/011apV4+abb/43i7ErCkhSVv4JSodITLsAKCiJiJSW636z2l27dtG0adN/uxi7oYAkZa2woFTbz51HuoVyV0sFJRGRa3HdA1JFo4Ak18u5C1nM/eMYH/2moCQi8m+VZP9d4l/XU6dO8d57711zcSJSfO6VnHiwcwi/TbiJZ3o2popHJY6dPseEBdu55Y21zN8aQ5bGURIRKXUlPoI0ZcoU3nvvPXbt2kXNmjXJyMjg5MmT1KlTh7S0NI4ePcqRI0eIjo623Haka9eudOrUqazW4brTESSxlnMXsvjqj6N8tPYwSem5R5TqVHHnkZtyjyg56YiSiMgVlWkXW05ODgsWLODnn39m1qxZjB07lvfff5/KlStTu3ZtatasiZ+fH97e3mRkZPDZZ5/RoUMHli1bVm7ChAKSWNuVgtLYbvW5s0WggpKISCGuyzlI8fHxODg4MH78eJ5//nkaNWoEQFpaGp6enpY2n3/+OZMmTbqWt7BZCkhiK85dyGLOxqN89NthTisoiYhcVZkFpI8//phPP/2Upk2b4ufnh4eHB3/99RezZ89mzZo1tG7dmhdeeIHPPvvsX6+ELVNAEluTbr54ROmSoBR8MSj1VVASEQFKtv8u9r3YAI4dO8Zdd91F9erVcXFxoVKlSlSpUoXdu3fj5eXF3r17qVatWr6jSCJS9jxcnBjVpR73ta3DnD+OMuu3w0QnneOJ+VG8++sBBSURkRK65i62uLg4/u///o/nnnuOO+64g4CAAM6dO0dKSgp16tShdu3aNG7cmPbt29OyZcvSrtuqdARJbF26OcsSlPKOKNWt6sHYbqH0CVdQEpGK6bqcgzRq1CiaN2/OI488wr59+2jYsCEAZrOZ+Ph4du7cycqVKzl8+DCTJk3SVWwiVpBuzuLLjUeZ9dshzpzLBBSURKTiui4BafPmzbRp08by/OjRo9SpUweArVu3EhERcS2LtQsKSGJvCgtKIVU9GHtzKL3DFJREpGIo04EiAZKSkiw3qP3888+5cOECn3zyCZs2bcpdqIMD77///rUsWkTKgIeLE2O61mPdxG5M6N6Qyu7OHE5M57F5Udz25m/88Fcs2TkaVF9EJE+JAtKiRYu46667yMjIsExLTEzkk08+4fz583z22Wfs27ePatWqsWDBAlasWFHqBYvItfN0ceKhrqGWoOR7SVC69Y21LPorTkFJRIQSXsXm7OxMtWrV6NChA76+vmRkZHDvvffSunVr7rrrLpYuXYqPjw8JCQkcPXqUfv368d1339GrV6+yql9ErkFeUBrcLpgvfo/m43WHOZyYzvh5f/POrwcY160+vcMDcXQwWbtUERGruKZzkDIzM/nss8+YM2cOM2bMIDY2lgEDBtCnTx/mzp2Ll5cXmZmZzJkzh9atWxMeHl4WtVuNzkGS8ibNnGUJSmfzzlHy9+DRm+vTK0xBSUTKh+tykjbAmTNnePzxx4mIiODhhx9mxYoV9OjR41oXZzcUkKS8Ss3I5MuNR/MFpaqelWgR5EtYLV/CavkQXsuXyh6VrFypiEjJXbeAlOfLL78kNTWVhx9++N8uyi4oIEl5V1hQulSQnxvhtXwJvxiamtX0wcOlRD32IiLX3XUPSADbt2+ncuXKBAUFlcbiCnXu3DkeffRRfvzxR1JSUmjYsCFPP/00AwYMsLSJjIzkySefZPfu3URERDB79mzq1auXbzlRUVE8+uijbNmyhQYNGvDxxx+XaFgCBSSpKDIys9l1PJmomGS2x55le2wyhxPTC7RzMEFogCdhtXwJr+VDeJAvjap7U8lJwweIiO2wSkC6Hh588EGWLFnCE088gbe3N99//z2rV69myZIl9O7dmy1bttCpUyfq16/P8OHD+eGHHzhx4gTbt2/HxcUFgOjoaFq3bo2npyfjxo1j/fr1rFu3jr1791K1atVi1aGAJBVZ8vlMdsQmExV71hKa4pMzCrSr5OhA4xpelq65FkG+hPh76nwmEbGachmQMjMz8fDwYNasWQwdOhSAnJwc6tevzw033MC3335L165d2bt3L7t378bPz4/09HRCQ0OZPHkyY8eOBWDo0KHMmzePnTt3Uq9ePbKzs4mIiKBbt268/vrrxapFAUkkv1MpGUTF5h5lyvtvYV1zHpUcaVYz9whT3vlMtSq7YTIpNIlI2Suzm9Va0+nTp8nMzMTd3d0yzcHBAScnJ1xcXDhz5gzr1q1jwoQJ+Pn5AeDh4cGgQYNYvHgxY8eOxTAMli5dyp133mnpdnN0dGTo0KG8++67xQ5IIpJfgLcrtzZx5dYm1QAwDIOY0+f5O/Ys22NyjzLtPJ5M+oVsNh05zaYjpy2v9fOoRFgtH0v3XFgtX/y9XKy1KiIigB0FpGrVqtG0aVNeeuklwsPDCQwM5IMPPmD//v28+uqr7Nmzh5ycHDp27JjvdWFhYXz11VcAxMfHc/r06ULbHDp0iPT0dDw8PAq8t9lsxmw2W56npKSUwRqKlB8mk4naVdypXcWdPuGBAGTnGBw8lWbpmouKSWbviRROp18gcl8CkfsSLK8P9HHNDUxBuaGpWS0fvF2drbU6IlIB2U1AAvjxxx/p2LEjjRo1AnJ/hN9++23uvPNOli9fDkBwcHC+1/j7+5OYmEhGRgZnz569YhuAmJgYy7IvNX36dMutVUTk2jg6mGhY3YuG1b0YEJF7MYc5K5s98amWwLQ99iwHE9I4npzB8eQTrNx1wvL6EH8Py1Vz4UG+NKnhjauzo7VWR0TKObsKSG+99Rbx8fHccccd+Pn58eOPPzJ9+nTatm1L3qlUl3bBAbi6ugKQmpparDaFmTRpEo8//rjleUpKSplerSdSUbg4OdIiyJcWQb7QLndamjmLHbH/XDUXFXuW2DPnOZyQzuGEdH74Kw4Ap4uBK6yWLzfW9ePmxgF46SiTiJQSuwlIf//9N2+//TbffvstAwcOBODUqVO0b9+eYcOG8c477wBw+Tnnec/NZrMlCF2tTWFcXFwsV8GJSNnydHGiXb0qtKtXxTItKc3M9rhkoi6ez7Q99iyJaRfYdTyFXcdT+GbzMSo5OdC5vj+9wmooLInIv2Y3AWnNmjX4+flZwhFAQEAAgwcP5vnnn7eEn5iYGEJCQixtEhMTAfDy8qJy5cqWNpe6tI2I2J4qni7c1DCAmxoGALn/qDmenMH2mLP8HXOW1XtOcjghnZ/3nOTnPSep5ORAlwb+3NFcYUlEro3dBCTDMMjKysIwjHyXBJ87dw6A0NBQ3Nzc2LhxI126dLHM37ZtG25ubvj4+AAQEhLCxo0bGTJkSL42ANWrV78eqyIi/5LJZKKmrxs1fd3o0bwGT/doxL6TqSzfHs+PO+I5nJDO6t0nWb37n7CUe2SpGp4a8VtEisFuxkFauHAh99xzD0uXLqVXr14AHD9+nIiICBwcHIiJieGuu+5iz549REVF4erqSmZmJvXq1aNp06asWLECgPHjxzNnzhz27dtnGRiybdu2JCcns2fPnmLVonGQRGyXYRjsO5nKsu3xLLsYlvJUcnKgawN/7lBYEqmQyuVAkenp6TRu3Ji4uDjatm2Li4sLmzZt4ty5c8yaNYsHH3yQ33//nU6dOtGrVy/GjBnDBx98wNKlS1m8eDF9+vQB4PDhw4SFhREeHs6UKVNYuHAhn376KW+//Tbjxo0rVi0KSCL2wTAM9p5IZfmOeJZtj893mxSFJZGKp1wGJMgNNxMmTGDNmjWkpKRQq1YtRo0axcSJEy3dbl999RWjR48mPT0dBwcHpkyZUuAS/VWrVnHfffeRkJA77srw4cOZNWsWDg7Fu2+UApKI/VFYEpFyG5CKKykpic2bN1O/fn1CQ0MLbZOWlsaGDRsIDAykefPmJVq+ApKIfcsLS3ndcEcuCUsuTg50behPz+YKSyLlTYUPSGVNAUmk/DAMgz3xF48sKSyJlGsKSGVMAUmkfMoLS8t2HGf5jhOFhqU7wgK5uVEAHgpLInZHAamMKSCJlH+GYbA7PsVyzlJ00jnLPBcnB25qGEDPsBoKSyJ2RAGpjCkgiVQsxQlLd4TVoJvCkohNU0AqYwpIIhVXXlhatj2e5TvyhyVX54tHlporLInYIgWkMqaAJCKQG5Z2Hc89sqSwJGL7FJDKmAKSiFzu0rC0bEc8Ry8LS/fdWIdn7mic71ZJInJ9KSCVMQUkEbmavLC07OKRpbywNKNfGANuCLJydSIVV0n238UbOlpERIrNZDLRrKYPE7s3IvLJrjx1e0MA/u/H3Rw/e97K1YlIcSggiYiUIZPJxOgu9WgR5EuqOYunv9+BDtyL2D4FJBGRMuboYOK1/uFUcnLgt/0JfLc1xtoliUgRFJBERK6D0ABPnrytAQAv/riHOHW1idg0BSQRketkeMcQWtW+2NW2cLu62kRsmAKSiMh14uhgYmb/cFycHFh3IJFvt6irTcRWKSCJiFxH9fw9efK23KvaXlqmrjYRW6WAJCJynT3QsS6t61QmTV1tIjZLAUlE5DpzdDAx854wS1fbN5vV1SZiaxSQRESsIMTf0zKA5EvLdhN75lwRrxCR60kBSUTESoZ1qEtEncqkX8hmorraRGyKApKIiJXkXdXm6uzAhoNJzN10zNolichFCkgiIlZUt6oHE25vBMD05XuIOa2uNhFboIAkImJlQ9sH0ybYz9LVlpOjrjYRa1NAEhGxMgcHEzPuCcPV2YHfDyUxd7O62kSsTQFJRMQGBFf1YGJ3dbWJ2AoFJBERGzGkXTBt6vpx7kI2Ty2IUlebiBUpIImI2AiHiwNIujk78sfh03y16ai1SxKpsBSQRERsSJ0qHjzdI6+rbS/HktTVJmINCkgiIjbm/rZ1aBvix/lMdbWJWIsCkoiIjXFwMDGjXzjulRzZdOQ0c/5QV5vI9aaAJCJig2pXcbd0tb2yYi9Hk9KtXJFIxWK3AWnlypWYTCbmzZuXb3pUVBRdu3bFw8ODli1bsnXr1gKvjY6Opnfv3nh7e9OgQQNWrlx5vcoWESm2+268tKtNA0iKXE92GZDOnTvHmDFjuPnmmxk4cKBlenR0NN26dePIkSO88MILBAcH0717dxITEy1tkpOTufnmm9mwYQOTJ0+mU6dO3Hnnnezbt88aqyIickW5V7XldrVtPnKaLzZGW7skkQrDLgPS1KlTiYuL47333isw/dy5c/z666888cQTLFiwgKCgIKZPn25p8+abb3L48GGWLl3K008/zaeffsptt93G5MmTr/dqiIgUKcjPnUk9GwPw6sq9RCeqq03kerC7gLR9+3befPNNHnvsMRo1amSZbhgGS5cu5c4776RevXoAODo6MnToUBYvXmxpt3jxYtq2bUuHDh0s04YPH85PP/2E2Wy+fisiIlJM/21Tm/b1qpCRmcMEdbWJXBd2FZAMw2DkyJF4enrSsWNHli9fTlJSEgDx8fGcPn2ajh075ntNWFgYhw4dIj09919du3btKrRNeno6Bw8eLPR9zWYzKSkp+R4iIteLg4OJV/uF4VHJkc3Rp/n892hrlyRS7tlVQPryyy/ZtGkTZ8+e5YEHHqBfv37UqVOHuXPncvbsWQCCg4Pzvcbf3x+AmJgYzp07R2Zm5lXbFGb69On4+PhYHkFBQaW6XiIiRbm0q23GT3s5oq42kTJlNwHJMAxeeOEFnJ2dWbZsGQkJCZw6dYq+ffsyZMgQzpw5A4C7u3u+17m6ugKQmpqKYRhFtinMpEmTSE5OtjyuFKRERMrSf2+sTYfQ3K62p+ZHka2uNpEyYzcBad++fRw+fJjBgwfTs2dPALy8vPjggw/IycnhrbfeArCEoDx5z81msyUIXa1NYVxcXPD29s73EBG53kymf7rath49w+wNR6xdkki5ZTcB6fTp0wB06dIl33QfHx/8/f3JysoCCnaT5V3i7+XlhaOjI1WrVr1qGxERW1arsjvP3NEEgJk/7eNwQpqVKxIpn+wmINWoUQPI/RfUpbKyskhKSqJ27dqEhISwcePGfPO3bdsGQPXq1YHcE7KLaiMiYsv+0yaITvWrYs7K4akF29XVJlIG7CYg1a1blzp16jB//vx807/88kuys7Pp1q0bvXv3Zv78+fkGhpwzZw6NGjWiWrVqAPTu3ZtffvmF/fv352vj7e1Nq1atrs/KiIj8CyaTiVf6heHp4sSf6moTKRN2E5AAXnrpJZYuXUqfPn348MMPGT9+PKNHj6ZNmzb07t2bcePGYTab6du3LytWrGDEiBFs2rSJMWPGWJYxdOhQ/P396du3L0uWLGHy5MnMmzeP4cOH4+zsbMW1ExEpvpq+bjxzR+5VbTN/2schdbWJlCqTcfkZyzZu6dKlzJw5k6ioKJydnbn99tt58803CQgIAGDVqlXcd999JCQkALmDQM6aNQsHh3+y4J9//smAAQM4fPgwAL169eLbb7/Fw8OjWDWkpKTg4+NDcnKyTtgWEasxDIPBn21m3YFEWtX2Zf7o9jg6mIp+oUgFVZL9t90FpOJIS0tjw4YNBAYG0rx580LbmM1m1q9fj5eXF23atCnR8hWQRMRWHD97ntvf/I1UcxaTezZiZOd61i5JxGZV+IBU1hSQRMSWzNtyjIkLd1DJyYHl4zoRGuBp7ZJEbFJJ9t92dQ6SiIgUNCAiiC4N/LmQlcNTCzSApEhpUEASEbFzuVe1NcfLxYm/jp3lk3WHrV2SiN1TQBIRKQdq+LjxbO/cASRfX72fg6cKv3WSiBSPApKISDnRv3UtbmqY29X2xPztZGXnWLskEbulgCQiUk6YTCam3x2Gl6sTUTFn+XidBpAUuVYKSCIi5Uh1H1ee65Xb1fbm6v0cOKmuNpFroYAkIlLO3NO6Ft0aBXAhO4cn50epq03kGiggiYiUMyaTiZfvap7b1RabzEe/6ao2kZJSQBIRKYeq+7gytXdTAN7++QD7TqirTaQkFJBERMqpu1vV5OaLXW1PLVBXm0hJKCCJiJRTJpOJl+9ujrerE9vV1SZSIgpIIiLlWDVvV6b2ye1qe+vn/epqEykmBSQRkXLurpY1uaVxAJnZBk/OjyJTXW0iRVJAEhEp5/KuavNxc2ZHXDIfRh6ydkkiNk8BSUSkAgjwdmXaxa62d349wJ74FCtXJGLbFJBERCqIvi0CubVJNXW1iRSDApKISAVhMpl46a5m+Lo7s+t4Cv9TV5vIFSkgiYhUIAFe/3S1vauuNpErUkASEalg+oQHcnvT3K62J75TV5tIYRSQREQqGJPJxIt3NqeyuzO741N4f81Ba5ckYnMUkEREKiB/Lxem9W0GwHu/HmTX8WQrVyRiWxSQREQqqN5hNejetDpZOQZPzt/OhSx1tYnkUUASEamgTCYT/3dnMyq7O7MnPoUXl+3mVEqGtcsSsQkmwzAMaxdhb1JSUvDx8SE5ORlvb29rlyMi8q8sjTrO2G/+sjxvGuhN14b+dG0YQMsgX5wc9W9pKR9Ksv9WQLoGCkgiUp4YhsHcTcf4bmsM22Pzn4vk7epEpwb+dG3gT5eG/gR4uVqpSpF/TwGpjCkgiUh5lZhm5rf9CazZl8C6AwmcPZeZb37TQG9uahhA14b+tNDRJbEzCkhlTAFJRCqC7ByDv2POsnbfKdbsS2BHnI4uiX1TQCpjCkgiUhElpOYeXYrcn8Bv+xNIPp//6FKzmt50baCjS2K7SrL/tutP78cff4zJZMo3LSoqiq5du+Lh4UHLli3ZunVrgddFR0fTu3dvvL29adCgAStXrrxeJYuI2C1/Lxf6ta7Fu/9pyZ9TbmHhmHaM7RZK85o+AOyMS+G9NQe558ONtH7xZx75ehsL/owlIdVs5cpFSs5ujyCdOHGCxo0bc/bsWfJWITo6mtatW+Pp6cm4ceNYv34969atY+/evVStWhWA5ORkWrVqxZkzZ5gwYQIHDhxg7ty5REVF0bBhw2K9t44giYjkl5BqZu3+BCL3nWLdgcQrHl26qZE/LYIq4+hgusKSRMpOhehi69+/PwsXLsQwDEtAGjp0KPPmzWPnzp3Uq1eP7OxsIiIi6NatG6+//joAU6dOZdq0aaxfv54OHToA0KdPH5ydnVm4cGGx3lsBSUTkyrKyc4iKPUvkvgQiCzl3ycfNmU71q9K1YQBdGvjj7+VipUqloin3AWnp0qX07duXBx54gE8//dQSkqpWrcptt93GN998Y2n79ttv8+6773LwYO69hlq2bImrqysbN260tFm8eDH//e9/SUpKwsWl6C+qApKISPGdSs3gt/2JVzy61Lymz8Vxl3R0ScpWSfbfTtepplKTmprKQw89xJgxY7jhhhv49NNPAYiPj+f06dN07NgxX/uwsDAOHTpEeno6Hh4e7Nq1i0cffbRAm/T0dA4ePEjTpk0LvKfZbMZs/qcPPSUlpQzWTESkfArwcuWe1rW4p3UtsrJz+Dvm4tGl/afYGZfCjrhkdsQl8+6vB/Fxc6bzxSvjOuvokliR3QWkyZMn4+DgwCuvvJKvS+zs2bMABAcH52vv7+8PQExMDLVr1yYzM/OqbQoLSNOnT2fatGmltxIiIhWUk6MDEcF+RAT78eTtDS1Hl9bsO8W6i1fGLY06ztKo48ClR5cCaBHkq6NLct3YVUD6448/+OCDD/jxxx/x8vLKNy+vp9Dd3T3fdFfX3HE5UlNTi9WmMJMmTeLxxx+3PE9JSSEoKOhfrImIiMCVjy6t2XeKXcfzH13ydXfm7pa1mNC9Ia7OjtYuXco5uwlImZmZPPjgg9x777306NGjwPy8kHP5KVV5z81mc7HaFMbFxaVY5yaJiMi1K+zo0tp9ueMurdufO6r3ZxuOsCX6NB/8txVBfu5FL1TkGtlNQJo5cyYxMTEsWLCAxMREANLS0gBITEy0XMYfExOT73V5bb28vHB0dKRq1apXbSMiIrYhwMuV/hFB9I8IIis7hzX7Epi4cDs74pLp/d563h7Uki4N/K1dppRTdjNQ5KpVq0hOTqZRo0b4+/vj7+/P2LFjgdxziPr27UtISEi+q9MAtm3bBkD16tWB3BOyi2ojIiK2xcnRgVubVGPp2I6E1/Lh7LlMhs7ezLu/HCAnx+4uxhY7YDeX+f/555+cOXMm37RVq1Yxc+ZMVq9eTeXKlZkzZw5z5sxh3759liNKbdu2JTk5mT179gDw1ltv8dRTT7Fr1y4aNGgAwKBBg1ixYgWJiYk4OzsXWYsu8xcRsR5zVjbTlu7m603HALi5UQBvDGyBj1vRv99SsZXLy/xbt25dYFpsbCwAt9xyCwCVK1fmk08+oW/fvkyZMoWFCxeyadMm3n77bctrhg4dyowZM+jbty+vvvoqf/zxB/PmzeOxxx4rVjgSERHrcnFy5OW7mtMiyJcpi3byy95T9HlvPR/e15rGNfSPVikddnMEqTCff/45w4YNy3fS9apVq7jvvvtISEgAYPjw4cyaNQsHh396E//8808GDBjA4cOHAejVqxfffvstHh4exXpfHUESEbENO+OSGf3Vn8SeOY+rswPT727OXS1rWbsssVHlfiTtoqSlpbFhwwYCAwNp3rx5oW3MZjPr16/Hy8uLNm3alGj5CkgiIrbjTPoFxs/7m7X7c/9hPLhdHabc0YRKTnZzmq1cJxU+IJU1BSQREduSnWPw9i8HeOeXAwC0qu3LB/9tTXUfVytXJrakJPtvxWsREbF7jg4mHr+1AZ8OicDb1Yltx87S6911bDyUZO3SxE4pIImISLlxc+PcoQAa1/AmMe0C9326iY9/O1xggGCRoiggiYhIuVKnigffj2nP3S1rkp1j8NLyPTz89TbSzFnWLk3siAKSiIiUO26VHHl9QDj/d2cznB1NLN9xgr7vrefgqcLvuSlyOQUkEREpl0wmE/e3rcO8Ue2o7u3KoYR0+r63geU74q1dmtgBBSQRESnXWtWuzI/jOtI2xI/0C9k8NHcbLy/fQ1Z2jrVLExumgCQiIuVeVU8Xvhp+I6M6hwAw67fD3PfpJhJSzVauTGyVApKIiFQITo4OTOrZmP/9txUelRz54/Bper+7nj+Pnin6xVLhKCCJiEiF0qN5DRY/0pHQAE9OpGQwaNZG5myM1lAAko8CkoiIVDihAZ4sergDdzSvQWa2wbOLd/HEd1Gcv5Bt7dLERiggiYhIheTp4sR797Zkyh2NcXQw8f1fcdz1wQaOJqVbuzSxAQpIIiJSYZlMJkZ0CmHuiBup6lmJvSdS6fXuen7Zc9LapYmVKSCJiEiF1zakCj+O7USr2r6kZmQx/IutvLFqH9k5Oi+polJAEhERAar7uPLtyHYMaVcHgHd+Pciwz7dwJv2ClSsTa1BAEhERuaiSkwPT+jbjzYHhuDo78Nv+BHq9u54dscnWLk2uMwUkERGRy9zVshY/PNSBOlXciTt7nn4f/s53W2KsXZZcRwpIIiIihWhcw5slj3TklsYBXMjKYcLC7Uz6fjsZmRoKoCJQQBIREbkCHzdnZt0fwZO3NcBkgm82xzDgo43EnT1v7dKkjCkgiYiIXIWDg4lHutXn82Ft8HV3ZntsMr3eWcf6A4nWLk3KkAKSiIhIMXRp4M/SRzrSvKYPZ85lMvizTby/5iA5GgqgXFJAEhERKaYgP3fmj27HwIggcgyY+dM+Rn31JykZmdYuTUqZApKIiEgJuDo78uo9Ybxyd3MqOTqwevdJ+ry7nn0nUq1dmpQiBSQREZFrMKhNbeaPbkdNXzeik85x5/sbWPx3nLXLklJiMgxDnacllJKSgo+PD8nJyXh7e1u7HBERsaLT6Rd49Nu/WHfxpO12IVXw86iEq7MjbpUccK/klPv/zo64V8r9r2slR9ydHXGr5IjrJdPdKl18ODvi7KhjGKWtJPtvBaRroIAkIiKXys4xeHP1ft5bc7DUlunkYLKEpcv/634xWFn+v9JlAczZEfdKTrhVcvjn/53zwpkDVTxccHQwlVqt9qIk+2+n61STiIhIueXoYOLJ2xtyW9Nq7I1P5XxmNucuZHM+M5uMzGzOX8h9npGZfXFeFuczc8i4kM25zCzOX8gh4+L0vIvisnIMUjOySM3IKvV6fd2dubVxNXo0r06H0Kq4ODmW+nvYOx1BugY6giQiImXBMAwuZOeQcSHnkiCVfTE85Qat85mX/DczOzdkXfK8QJtCXnPpnt/LxYlujQPo0aw6XRoE4Fap/IYldbGVMQUkERGxV1nZOWyJPsPKnfGs3HWCkylmyzw3Z0e6NvSne7PqdGsUgJersxUrLX0KSGVMAUlERMqDnByDv2LOsnJnPCt2niD2zD+3UKnk6ECn+lXp3qw6tzaphq97JStWWjpKsv+2q1Pkc3Jy+L//+z+CgoJwdnamVq1a/O9//8vXJjIykoiICNzd3encuTOHDh0qsJyoqCi6du2Kh4cHLVu2ZOvWrddrFURERGyGg4OJ1nUq88wdTVg34SZ+HNuRh2+qR4i/Bxeyc/hl7ymeWrCdiBd/5v5PNzF301ESUs1FL7gcsKsjSM899xwvvfQSgwcPpn379nz99ddERkby3Xff0b9/f7Zs2UKnTp2oX78+w4cP54cffuDEiRNs374dFxcXAKKjo2ndujWenp6MGzeO9evXs27dOvbu3UvVqlWLVYeOIImISHlmGAYHTqWxfEc8K3eeYO8lg2A6mOCGYD96NKtO92Y1qO7jasVKS6ZcdrElJCQQFBTEq6++yqOPPgpARkYGwcHBtGjRgpUrV9K1a1f27t3L7t278fPzIz09ndDQUCZPnszYsWMBGDp0KPPmzWPnzp3Uq1eP7OxsIiIi6NatG6+//nqxalFAEhGRiuRIYjorduaGpe2xyfnmtaztS49m1enRrAZBfu5WqrB4ymVAio6O5ptvvuGpp57Cyemf0Qk6duzI+fPn+fnnn6latSoTJkxg+vTplvmPPfYYO3bs4Oeff8YwDKpWrcptt93GN998Y2nz9ttv8+6773LwYOHjV5jNZszmfw4ppqSkEBQUpIAkIiIVTuyZc6zceYKVO0/w57Ez+a6IaxrobTmyFBrgab0ir6BcjoMUHBzMpEmT8k3LzMxkx44d9O3blz179pCTk0PHjh3ztQkLC+Orr74CID4+ntOnTxfa5tChQ6Snp+Ph4VHgvadPn860adNKeY1ERETsT63K7ozoFMKITiGcSsngp10nWLHzBJuOnGbX8RR2HU/htVX7qR/gaQlLjWt4YTLZ18CUdhOQCvPJJ5+QkpLC4MGDOXv2LJAbpC7l7+9PYmIiGRkZV20DEBMTQ6NGjQq8z6RJk3j88cctz/OOIImIiFRkAd6u3N8umPvbBXM6/QKrd+eGpQ0HEzlwKo0Dvx7knV8PUqeKO90vdsOF1/Kxi7BktwEpMTGRqVOnctNNN3HLLbewbNkyANzd8/d/urrmnjyWmppKXm/i1doUxsXFxXKSt4iIiBTk51GJgTfUZuANtUk+n8mve0+yYscJ1u5P4GjSOT5ae5iP1h4m0MeV2y+GpdZ1KtvsLU/sNiCNGTOG9PR0Zs2aBfwTci4/pSrvudlsLlYbERER+Xd83Jy5q2Ut7mpZi3RzFpH7ElixM541e09xPDmD2Ruimb0hGn8vF25rUo0ezWrQNsQPJxu6Qa9dBqRZs2axYMECZs+eTWhoKADVq1cHcrvJQkJCLG0TE3Pvruzl5UXlypUtbS51aRsREREpPR4uTtwRVoM7wmqQkZnNugOJrNgZz8+7T5KQambupmPM3XTM5u4PZ3cBadOmTYwbN44HHniAoUOHWqaHhobi5ubGxo0b6dKli2X6tm3bcHNzw8fHB4CQkBA2btzIkCFD8rWBf0KWiIiIlD5XZ0dubVKNW5tU40JWDhsPJ7FyZzyrdp0kKf0C8/+MZf6fsZb7wz3fuyl+HtYZwdtuLvMHOHjwIO3bt6d27dqsX7/e0mWW584772TPnj1ERUXh6upKZmYm9erVo2nTpqxYsQKA8ePHM2fOHPbt22cZGLJt27YkJyezZ8+eYtWhcZBERERKT1Z2DpujT1uGDziVaqayuzNbnrmlVLvdyuU4SADt2rXjjz/+4OWXXy5wFdl9993H77//TqdOnejVqxdjxozhgw8+YOnSpSxevJg+ffoAcPjwYcLCwggPD2fKlCksXLiQTz/9lLfffptx48YVqw4FJBERkbKRe3+4Mxw/m0Hv8MBSXXa5DEhJSUlXvRVI3mp89dVXjB49mvT0dBwcHJgyZUqBMYxWrVrFfffdR0JCAgDDhw9n1qxZODgUL6UqIImIiNifchmQSiIpKYnNmzdTv359y0ncl0tLS2PDhg0EBgbSvHnzEi1fAUlERMT+VPiAVNYUkEREROxPSfbftjPggIiIiIiNUEASERERuYwCkoiIiMhlFJBERERELqOAJCIiInIZBSQRERGRyyggiYiIiFxGAUlERETkMgpIIiIiIpdRQBIRERG5jAKSiIiIyGWcrF2APcq7fV1KSoqVKxEREZHiyttvF+c2tApI1yA1NRWAoKAgK1ciIiIiJZWamoqPj89V25iM4sQoyScnJ4fjx4/j5eWFyWQq1WWnpKQQFBRETExMkXcalivTdiwd2o6lQ9uxdGg7lo6KvB0NwyA1NZXAwEAcHK5+lpGOIF0DBwcHatWqVabv4e3tXeE+uGVB27F0aDuWDm3H0qHtWDoq6nYs6shRHp2kLSIiInIZBSQRERGRyygg2RgXFxeef/55XFxcrF2KXdN2LB3ajqVD27F0aDuWDm3H4tFJ2iIiIiKX0REkERERkcsoIImIiIhcRgFJRERE5DIKSDbMbDazYcMGa5chIqXMXr/b9lp3Ucrresm/o4B0DT766CNMJhOrVq0q0/eZOnUqHTt2ZNmyZWX6PtfD559/TtOmTXF1daVx48bMnz/fMs9kMvH5559brzgbFB0djclksjwcHR0JDg7mpZdeIicnJ1/byMhITCYT0dHRZV5XYmIigwYNonLlyri5udG+ffsyf8+ylrf98h7u7u60aNGCWbNmFet+TdfCFr/bV/uO5rmedV/Pz3VZr1dJ9hlDhw6la9euZVKHlIwC0jVYvXp1vv+W1NmzZ5k6dWqRX/xbb72V/v37ExERcU3vYyvefPNNHnjgAW666SbefPNNfH19GTRoEFFRUVapp7jb3xb06tWLOXPm8P7779O+fXueffZZpk+fXurvU9xt8vjjj7Nu3Tpeeukl3n77bRo1alTqtVjL8OHDmTNnDtOnT8fX15dRo0bxwgsvlMl72dp3u7jfUVuruyi28lv7b/cZ15M9/T6WOUNKJDs726hcubIBGOHh4de0jCNHjhiAsWbNmlKtzVZVr17dGDRokOV5SkqK4ePjYwwfPtwwDMMAjNmzZ1+3euxh++fVOHHixHzTR44caXh6ehpms9kybc2aNQZgHDly5F+/X1HbpH79+sbkyZOv+X1sUd72+/jjjy3TsrOzjdatWxvVq1e3YmXXT1HfUWu4np/rslTSfcaQIUOMLl26lHldV2IL28xW6AhSCW3dupUzZ84wePBgtm/fzqlTp6xdkk3LzMzkxIkTVKtWzTLNy8uLqVOn0rp1aytWZp9uuukm0tLSOHz4sFXe/8KFCzg7O1vlva8nBwcHbrrpJk6cOEFmZqa1yylT+o6WLe0z7JcCUgmtWrUKZ2dnxo8fj2EYBQ6Zzpo1iwYNGuDu7k54eDjfffedZd7UqVMxmUzUrVsXyN3Z5Z33UNjhzM8//xyTyXTFWmbPnk2jRo1wdXWlZcuWLF++PN98k8nEJ598wty5cwkNDcXT05M77riDhISEf7EFSsbZ2ZmmTZsyZ84cNm/ebJk+fvx4xowZk6/tnDlzqFev3hXrLGp9i2pTku0/f/58wsLCcHNzo0mTJgXOkco7RygyMpK///6b3r174+fnR3Jy8rVspmKrVKkSAOfPny9We8MwmDFjBvXq1cPd3Z1mzZqxYMECy/zibJNLz9E5evQo06ZNszy/fLsU9Tcqart17dqV//znP9x77724u7szYsQIvvvuOwICAqhXrx67d+++ls12TY4fP46Pjw/Ozs5Fbsc8V/v+X+pq3+3ifm9ff/11ateuTeXKlRk+fDj/93//R5UqVXjrrbdKtJ4l+Y5eqe7i/t0K+8xMnTqV4ODgEtVcGp/r4qxXnn/zW3u1fcaFCxd47LHHqFKlCpUrV+bpp5/Od97btm3bMJlM/Pzzz/ne78knnyQgIIDs7GzLtKJ+s4r6XBV3mxXnb1jc38eiarY6ax6+skedO3c22rRpY+Tk5BhVqlQxhgwZYpn36quvGoDRr18/48MPPzT69u1rAMbixYsNwzCMqKgoY86cOcabb75pAMbkyZONOXPmGHPmzDHS0tIKvNfs2bONK/2J3nrrLQMw+vbta7z33ntGp06dDAcHB8t7GUZu11WvXr2MqlWrGjNmzDAmTpxoODo6GiNHjizdjVKEtWvXGt7e3obJZDLuvvtuIyoqKt/8vDr9/f2NGTNmGBMmTDAcHBzy1Vmc9S2qTXG3/5dffmmYTCZj5MiRxscff2wMHTq0QDdg3mHo1157zXB3dzc6d+5sDB8+3Dh37lypbLMrdbG98MILhslkMlJSUizTrtYVMXPmTAMwHnroIePjjz82Bg4caDg5ORm7d+8u9jY5ceKEZVrVqlWNu+66y/L80KFDlvcqzt+oqO3WpUsXw8nJyRg+fLhxzz33GIAREhJivPXWW4aHh4cxfvz4Utm+l8rbfm+++aaRkJBgxMbGGrNmzTKcnJws3++itqNhFP39v9TVvtvF+d7OmzfPMJlMxsSJE43333/fqFOnjtGiRQvj66+/Nv76668Sb4OivqNF1V3cv9vl3yPDMIznn3/eqFOnToFllvXnujjrZRj//rf2avuM4cOHG4AxatQo46233jLq1atneHp65utiCwkJMR5++OF8NYWGhhoPPvig5XlxfrOK+lwVd5sV529YnN/H4tRsbQpIJZCammo4Ozsbjz32mGEYhtGrVy+jZs2ahmEYxpkzZwx3d3ejf//+lvbZ2dlGnTp1jN69e+dbTnH7eK/0pU1JSTE8PT2NO++80zItKyvLaNGihVG3bl3LNMBwcHAw/vzzT8u0e+65x2jatGnxV7qUHDp0yLj//vsNR0dHw8HBwXj88ceN7OxsS52Ojo7G33//bWnfr18/S53FWd/ibhPDuPr2z87ONmrUqGHcf//9RkJCguURERFhtGnTpsAy3NzcjC+++OLfb6DL5C1/3LhxRkJCghEdHW188cUXhq+vrzF48OB8ba+2I3nyySeNp556yvI8KyvL8Pb2Nt59991C36+oz2SdOnWM559/vsD04m7/orZbly5dLH/3n376yQCM+fPnG4ZhGO3atcu3cyktedvv8kfPnj2NM2fOGIZR9HYsyfffMIoOSEV9bx955BGjdevWlufvvvuu4ebmdm0b4KKrfUeLqru4f7fSCkil/bkuq9/aRo0aXXGfceLECcPR0dEYMWKE5TWHDh0ynJyc8gWkp556yqhVq5aRk5NjGIZh7NixwwCMn376yTCM4v9mFXd/UNQ2K0lAutL3vLg1W5u62Epg7dq1ZGZm0rRpUxITEwkLCyMuLo7du3fzxx9/cO7cOYYMGWJp7+DgQHR0NEuWLCnVOn7//XfS0tJ44IEHLNMcHR0ZNmwYR44c4cCBA5bpd999N61atbI8b9y4MWlpaaVaT3GEhITw5ZdfsmvXLjp37swbb7zBs88+a5nfv39/wsPDLc+bNGliqbM461uSbXI1+/btIz4+njlz5uDv7295bN26tdDunZ49ezJ48OASb4/ieuedd/D39yc4OJghQ4YQFhbG66+/XuzXz5w5k1dffZXt27fzySef0K9fP1JSUkhMTCzVOku6/a+23Vq0aAH80514+fOy8vjjj7N69Wp69uyJl5cX3377Lb6+vkDR27G0v/9FfW8jIiLYt28fv/32G0eOHGHp0qWEhIRc45rnKuo7WpTr+Xezxc91YX+zpKSkK+4ztmzZQnZ2Nv369bO8JiQkpMDQGffccw+xsbFs3boVgEWLFuHn50e3bt2Akv1mXe/9wZW+5yX9nbUWJ2sXYE/yxrAYMWIEI0aMyDfd398fgOrVq5d5HXk/AjVq1Mg3PTAwEIBTp05Rv359AG644YZ8bRwcrm8mTk5OJj4+npCQECpVqkTDhg1ZvXq15Qd42rRpRdZZnPUtyTa5mqSkJACmTZtW4IeqsHMUhg8fXuQy/41BgwYxfPhwHBwcqFWrFg0aNCjR61etWsWDDz7IsWPHqFOnDp07d6Zy5cqlXmdJt//VtpuTk9NVn5eVxo0bc8stt+Dh4UH79u2ZPXs248aNA4rejnmfm9L6/hf1ve3SpUu+/1arVq3Qc6KKozjf0eL8Da7175aamlrimm3xc13Y3ywjIwMofJ9RtWpVAAICAgosOz4+3vK8TZs21K5dm0WLFnHDDTewePFi+vbta9m+JfnNKqv9wZX+hlf6npf0d9ZadASpBFavXk2DBg1YvXq15eHj48Pq1aupUqUKACdOnMj3mtmzZzNs2LBSrSPvi3XplwhyTyoFLGENwM/Pr1Tfu6RWrlxJ48aN842n4uTkRJ8+fcjIyLD8AF2tzuKsb0m2ydXk/R2rVavGLbfcYnk0atQIDw+PAoM0urm5FWu516pOnTrccsstdOvWrcThKCUlhf79+9OsWTPi4uKIjo7myy+/xNvbu9TrLOn2L+vt9m+0a9eOG2+8kXfeeYecnJxibcfS/v4X9b0dNWoUL730EgcPHmTz5s0cOXKEjh07lvh9oPjf0bKyZ8+eErW31c91YX+zjIyMK+4zvLy8gH/CQp7CrnLr168fixYtIjY2lj///JN77rnHMq8kv1lltT+40t/wSt/zkv7OWosCUjHFxcWxZ88eevToke8P2qVLF9auXUurVq1wc3Njzpw5+V734YcfsmXLlnzT8j6k1/IvJ4D27dvj6enJZ599ZpmWnZ3N7NmzqVu3brGOlFwvzZo1A+Cnn37KN/3333+ncuXKBf71VJjirG9JtsnVtn/Dhg2pUaMG3333Xb6rSUaMGMHAgQOv+xG4f2P//v2kpKQwePBgy794IyMjiYmJKdC2In0mi+Oxxx7j0KFDLF26tFjbsW3btsX+/peGvXv34urqSr169bjhhhv+VeAsje9ocbm7u+cLkXv27CnwvkWxl891SkoKmZmZV9xntGzZEpPJxOLFiy2viYmJYf369QWWdc8997B7925mzpyJj48Pt9xyi2Veaf9mFbXNSuNvaC+/s+piK6a8SzMv/WDmPV+yZAl79uzh2WefZfLkyeTk5NCtWzdWr17N5s2bC/xoent7c+ONNzJ16lROnjxJamoqsbGxxT63xMvLixdffJHx48dz5513cuuttzJv3jy2b9/ODz/8YFOHKJs2bcqdd97JtGnTOHHiBM2bN2fNmjUsXbqUl156qVhfhOKsb0m2ydW2v4ODAy+//DLDhg3j9ttv56677uLPP//kp59+4oMPPijLTVXqQkJCcHNz49VXXyUlJYUdO3bw8ccf4+DgUGCYgIr0mSyOfv36ERQUxFtvvcXChQuL3I6+vr7F/v6XhoiICJ577jlOnTpF7dq18fLyom7dupbzfkqiNL6jxdWuXTs++ugjevTowYULFxgyZAiNGjUiPT292Muwl8913lhlV9pnHDlyhP/85z+W35UGDRrw/vvvF7q927VrR82aNXnnnXe4//77853XVdq/WUVts9L4G9rN76yVTxK3G/fee6/h5OSU7/JqwzCMXbt2WS6JNAzD+N///mfUq1fPcHNzM1q1amV8//33hS7v0KFDxm233Wa4u7sbXl5ehV6+fLUrXQzDMD777DOjQYMGRqVKlYzw8HBj2bJl+eZz2ejAhnHlK0bKUkpKijF69GgjICDAcHNzM8LDw41PP/00X53FubKlqPUtbhvDKHr7f/PNN0azZs0MFxcXo2HDhgW2Y1mPNnuly/wLc7WrfZYtW2Y0bdrUcHFxMZo2bWp8++23Rrt27fJdAZWnOJ/JK13Flqeo7V/UduvSpYvliqfL1+vSeaWpsJG0DcMwZsyYYQDG33//XeztWNzvf1FXsRX1vZ0/f77h6upqBAQEGI6OjpYr726++WbL1U4lUdR3tKi6i/t3279/v9GhQwfDzc3NCA0NNWbPnn1NV7GV9ue6LH5rmzdvbgBX3WecO3fOeOihhwxfX1/D29vbeOihh4z77ruv0JG0x44de8VhIwyj6N+skuwPrrbNivM3LO7vY1E1W5vJMMrobowiIlLqDhw4QMOGDRk/fjzNmzfHycmJc+fOsWjRIn7++WcSExPx8fGxdpkidk8BSUTEjmRnZzN16lS+//57jh07RkZGBr6+vrRq1Ypx48Zxxx13WLtEkXJBAUlERETkMrZxqriIiIiIDVFAEhEREbmMApKIiIjIZRSQRERERC6jgCQidic+Ph6z2Wy199+3bx8pKSllsuwzZ85Ydd1EJJcCkojYnS+++IKwsLASvy4+Pp4OHTrku+/YtVi6dCk33ngjkHurhaNHj/6r5V3q999/p1q1aoXeOkNErh8FJBGxORMnTmTu3LkAmM1mGjduzBNPPGGZv3PnTu6///4SLzfvruy///47p0+f5tFHH+Wbb74p9uvT0tIAaNmyJQ0bNgRg6tSphIeHEx0dXaxlHDt2jG+++YYxY8bQqlUrxo8fj2EYlqNG3bp1IyUlBQ8PjxKsmYiUNgUkEbE599xzDyNHjiQuLg4XFxcWLlxoueu52Wxm/fr19OjRg1mzZnHbbbcxfPjwYi+7TZs2nD9/Hj8/P3r16sUrr7xS4B5eVzJixAjGjx+Pj48PwcHBzJ8/n8DAQA4fPkxwcPBVX5uRkcF//vMf2rZty5YtWzh9+jT33Xcfb731Fjk5OTRo0ICVK1fi5uZGlSpVLHd7FxHr0ECRImKT4uLiqFmzZoHp77//PjExMVSpUgV3d3fatm1LixYtcHR0LHQ5y5Yt4+TJkwwePBgnJydmz57Nrl27eO2110pcU3p6Ohs2bCArK4svv/ySRo0aceHCBUwmE08//XSRoeb8+fNUrlyZjIwMvv/+e3755RdeeuklsrOzuffee5k8eTJdunQhODiYAwcO4OzsXOIaRaR0OFm7ABGRPKtXr6ZSpUp06dKFmjVrkpaWxu+//86qVatYvnw5/v7+PPvsszz88MNA7gnNbm5uBcLRmjVr+Omnn9i5cycXLlxg3bp19OjRgxo1ahAeHs6PP/7Inj17+PHHHxkzZgyenp5XrctsNvPEE09Y7tC+YsUK+vbtS/PmzalcuTJ+fn64u7sXuX4nTpzA09OTadOm8csvvxATE0NsbCytWrXCy8sLJ6fcn2STyYTZbFZAErEiBSQRsRm1a9cmLCyMDRs2ULNmTZ5//nmOHDmCh4cHCxcupHbt2sydO5dnnnmG1NRUfvjhB7Kzs9m0aRNBQUGW5TRs2JDAwEAaNmzI559/jqenJzVq1CAjI4Ndu3axdOlS9u3bx/jx44t1ro+LiwvvvfceAIMGDWLIkCEkJSWxevVqunXrRqdOna54BOvHH39k5syZxMfH06hRI6pUqcJNN91ESEgIu3bt4pVXXgFg5MiRVK5cGYCsrCzOnz9fZHATkbKjc5BExGY0bNiQRYsWUatWLWrUqMGsWbPo0aMHaWlpuLm54eHhQYcOHRgyZAhvvPEGwcHBfPPNN/nCEZDvHJ61a9fSp08fkpOTGT16NDt37qRJkyb88ccfdO7cmbZt21pOvi7KK6+8QqtWrejYsSM33ngj48eP57XXXqN9+/akpqYW+ppevXrxww8/sG/fPiZPnkyHDh3o3LkzZrM531Gn559/niZNmgC5XXkZGRnXsglFpJToCJKI2JQePXoAsHv3bpo0acKCBQt4+umnqV+/Phs2bKBNmzacPHmSLl26MGPGDDp06FBgGS4uLsyePZvDhw+zdu1a3njjDXx8fPj8888BcHJyYuvWrcyePZsGDRoU2T1mGAavvvoqvr6+jB49milTptC0aVMaNWrE77//ziuvvMKBAwdo1apVoa/38/MDYMaMGUyaNAmAgwcPUqtWLUubmjVrcvDgQT766CPOnDlzxSNSInJ96AiSiNicr776Cg8PD1auXEm9evXo06cPfn5+tGzZkrS0NJKTk/Hz8+OFF16gT58+1KxZk6ZNm3Ly5EnLMp555hmqVKnCmTNn2LZtW77ld+rUiVGjRrFv3z4+/fRTHByu/lP4999/M2TIEEaPHg3kHpXKO8Lj5OTExIkT8fX1Zf369cTGxha6jLfeeoubb76ZG264AYCuXbty4cIFnn76aU6fPg1AaGgoXl5etGzZksDAwGvbeCJSKnQVm4jYlGPHjjFp0iQ+/PBDbr/9dhYtWkR2djZ9+/blySef5Ouvv6Z27dqYTCY2bdrE4sWLqVy5MpUqVcq3nMTERNq3b8/AgQN55ZVXWLRoEXfccQcAn3/+OcOGDePQoUOEhIRcsZbz589jNptJT08nMTGR2NhYYmNjefXVV3FzcyM7O5v09HTOnTuHyWQCwM3NjeXLl9O8eXPLcjZt2oRhGLRt2zbf8hMSEggICGDPnj00atQIyB0OIDY2ltDQ0FLZniJybRSQRMRmJCUl0aNHD55++mlWrlzJsGHDaNeuHXPnzmXDhg188MEHlrZbtmxh5MiR/PXXXwWWk5WVRd++fbn//vsZNGgQn332GSdPnmTSpEm88cYbrF69mrp161K1alVeeOGFK9bz+++/M2PGDNLT06lXrx4NGjSgbt26DB48mF69evH555/j4uJSonXMzs4mPj6epKQkjhw5wt13382gQYP466+/cHd357ffftMgkSI2QOcgiYjNmDNnDjt27KBatWqMHz+ewMBAvvjiC9544w1mzJiRr212dnah4SQzM5PnnnuORx99lNtuuw2ABx54gFOnTvHQQw/RqFEjli1bRlpaGi1btuSuu+6iZcuWQO4I3c2aNbMsq3379ixatCjf8pctW8aNN97IE088wUMPPcSsWbNKdL5QUlISL7/8MllZWTRs2BAXFxeefvppatWqZTlXSUSsT0eQRMRmHD9+3NKNlqdLly5A7thGl54rNH/+fGbPns3y5cvzLePs2bN4eHgUGEPor7/+omnTpvm64lauXMkDDzzAqlWrcHJyYtWqVYwbN+6K9Z07d45WrVrx8ccf06lTJz755BMWLVrE3Llz8fHxuaZ1rlOnTqney01ESoeOIImIzQgMDMwXjgD+97//UbNmTUs4+vPPP8nJyeGzzz6jdevWBZbh6+tb6LLzjhJdqnv37kycOJGIiAhq1KjBiBEjrlhbUlISd999N6NGjaJTp05A7q1HVq9eTePGjXnuuecYMmQIbm5uV1xGZmYm8fHxHD16lOjoaA4dOsSZM2fo3bs3CQkJlofZbCYsLIz58+cXeQsTESkbOoIkInbl5MmT9OrVi/3797N9+3bq1Knzr5e5bNkynnnmGcLDw/niiy/yzTt79ixz5sxh+/btPPzww7Ro0SLf/LS0NEaMGMHChQvx9vamX79+3H///ZYQBZCTk8P48eNZunQptWvXJjQ0lLp161K9enVq1KhB9erVqV69Oh4eHjg6OnLu3DkSEhKoWbOmZfBIEbm+FJBExO6cOHGClJQUGjRoUKrLzc7OLnA+0ZW67C5nGAbZ2dkAlluGiIj9UkASERERuYwGihQRERG5jAKSiIiIyGUUkEREREQuo4AkIiIichkFJBEREZHLKCCJiIiIXEYBSUREROQyCkgiIiIil/l/mkDzfzGlb+sAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    " \n",
    "df9=df.groupby('Genre')['Global_Sales'].sum().sort_values(ascending=False).head(20)#对Genre分组，找到全球销售额，求和，排序，拿出前20\n",
    "df9.plot(xlabel='游戏类型', ylabel='销售额')\n",
    "#分析：通过销售额可以看出Action类型游戏最受欢迎"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "73f0a102-99d8-4a3b-a2ae-c6331df45e85",
   "metadata": {},
   "source": [
    "# 10、每个地区最受欢迎的三类游戏\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "3eb85f90-3461-44f4-96dd-7af5266b1c44",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': '其它地区最受欢迎的三类游戏'}, xlabel='游戏类型', ylabel='销售额'>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# 对Genre进行分组，分别找到北美、欧洲、日本、其他地区销售额，求和，排序，拿出前3，分别画图\n",
    "df10_1=df.groupby('Genre')['NA_Sales'].sum().sort_values(ascending=False).head(3)\n",
    "df10_2=df.groupby('Genre')['EU_Sales'].sum().sort_values(ascending=False).head(3)\n",
    "df10_3=df.groupby('Genre')['JP_Sales'].sum().sort_values(ascending=False).head(3)\n",
    "df10_4=df.groupby('Genre')['Other_Sales'].sum().sort_values(ascending=False).head(3)\n",
    " \n",
    "df10_1.plot.bar(xlabel='游戏类型',ylabel='销售额',title='北美最受欢迎的三类游戏')\n",
    "df10_2.plot.bar(xlabel='游戏类型',ylabel='销售额',title='欧洲最受欢迎的三类游戏')\n",
    "df10_3.plot.bar(xlabel='游戏类型',ylabel='销售额',title='日本最受欢迎的三类游戏')\n",
    "df10_4.plot.bar(xlabel='游戏类型',ylabel='销售额',title='其它地区最受欢迎的三类游戏')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "db80de82-13cb-498e-878c-2bb14ebc8958",
   "metadata": {},
   "source": [
    "# 11、每个游戏开发平台开发的游戏总数（前20名）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "7171e383-5f1e-4aef-9fb2-e565fbeb9378",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Platform\n",
      "DS      2131\n",
      "PS2     2127\n",
      "PS3     1304\n",
      "Wii     1290\n",
      "X360    1234\n",
      "PSP     1197\n",
      "PS      1189\n",
      "PC       938\n",
      "XB       803\n",
      "GBA      786\n",
      "GC       542\n",
      "3DS      499\n",
      "PSV      410\n",
      "PS4      336\n",
      "N64      316\n",
      "SNES     239\n",
      "XOne     213\n",
      "SAT      173\n",
      "WiiU     143\n",
      "2600     116\n",
      "Name: count, dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': '游戏开发平台开发的游戏总数'}, xlabel='开发平台', ylabel='数量'>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "print(df['Platform'].value_counts().head(20))\n",
    "df11=df['Platform'].value_counts().sort_values(ascending=False).head(20)#找到Platform数据，用value_counts()统计每个平台开发游戏的总数，排序\n",
    "                                                                        #拿出前20\n",
    "df11.plot.bar(xlabel='开发平台',ylabel='数量',title='游戏开发平台开发的游戏总数')#画图\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e32f39b0-f799-4154-a54f-de386987f448",
   "metadata": {},
   "source": [
    "# 分析最多：DS 达到2131  最低：2600仅为116"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d19783cc-5a56-451c-93f6-ce21f43827b7",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
